# Classification on Task 6

Source: [Classification on Task 6](<https://www.sota2.com/research/sota/classification-on-task-6>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-06T10:06:22.180Z

Evaluation of Classification performance on the Task 6 dataset, measured using Accuracy (ACC) and AUC.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Classification |
| Dataset (including any stated split) | Task 6 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/classification-on-task-6.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/classification-on-task-6.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TITAN | 89.5 | Not recorded | 699fd3722d603e6de3e3be2e |
| CARE | 89.3 | Not recorded | 699fd3722d603e6de3e3be2e |
| GigaPath | 89.1 | Not recorded | 699fd3722d603e6de3e3be2e |
| TANGLE | 89.1 | Not recorded | 699fd3722d603e6de3e3be2e |
| TITAN | 89 | Not recorded | 699fd3722d603e6de3e3be2e |
| CARE | 88.5 | Not recorded | 699fd3722d603e6de3e3be2e |
| FEATHER | 87.9 | Not recorded | 699fd3722d603e6de3e3be2e |
| TANGLE | 87.7 | Not recorded | 699fd3722d603e6de3e3be2e |
| Mean-pool | 86.6 | Not recorded | 699fd3722d603e6de3e3be2e |
| Mean-pool | 86.2 | Not recorded | 699fd3722d603e6de3e3be2e |
| PRISM | 86.1 | Not recorded | 699fd3722d603e6de3e3be2e |
| CHIEF | 85.5 | Not recorded | 699fd3722d603e6de3e3be2e |
| GigaPath | 85.3 | Not recorded | 699fd3722d603e6de3e3be2e |
| FEATHER | 85.2 | Not recorded | 699fd3722d603e6de3e3be2e |
| PRISM | 84.8 | Not recorded | 699fd3722d603e6de3e3be2e |
| CHIEF | 84.7 | Not recorded | 699fd3722d603e6de3e3be2e |

### TITAN

Accuracy: 89.5. Result ID: 69aaa7136dbb7075b954e065.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e21e209131cea6a700.md>)

Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction.

### CARE

Accuracy: 89.3. Result ID: 69aaa7136dbb7075b954dff6.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction.

### GigaPath

Accuracy: 89.1. Result ID: 69aaa7136dbb7075b954e062.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction.

### TANGLE

Accuracy: 89.1. Result ID: 69aaa7136dbb7075b954e063.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8c3.md>)

[Implementation](<https://github.com/mahmoodlab/TANGLE>)

Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction.

### TITAN

Accuracy: 89. Result ID: 69aaa7136dbb7075b954dff5.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e21e209131cea6a700.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction.

### CARE

Accuracy: 88.5. Result ID: 69aaa7136dbb7075b954e066.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction.

### FEATHER

Accuracy: 87.9. Result ID: 69aaa7136dbb7075b954e064.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79621e209131cea7d55d.md>)

Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction.

### TANGLE

Accuracy: 87.7. Result ID: 69aaa7136dbb7075b954dff3.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73491e209131cea5b8c3.md>)

[Implementation](<https://github.com/mahmoodlab/TANGLE>)

Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction.

### Mean-pool

Accuracy: 86.6. Result ID: 69aaa7136dbb7075b954dfef.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction.

### Mean-pool

Accuracy: 86.2. Result ID: 69aaa7136dbb7075b954e05f.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction.

### PRISM

Accuracy: 86.1. Result ID: 69aaa7136dbb7075b954e061.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73421e209131cea5b55b.md>)

Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction.

### CHIEF

Accuracy: 85.5. Result ID: 69aaa7136dbb7075b954e060.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction.

### GigaPath

Accuracy: 85.3. Result ID: 69aaa7136dbb7075b954dff2.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction.

### FEATHER

Accuracy: 85.2. Result ID: 69aaa7136dbb7075b954dff4.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79621e209131cea7d55d.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction.

### PRISM

Accuracy: 84.8. Result ID: 69aaa7136dbb7075b954dff1.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73421e209131cea5b55b.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction.

### CHIEF

Accuracy: 84.7. Result ID: 69aaa7136dbb7075b954dff0.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3722d603e6de3e3be2e.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
